{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# MergeAdjacentImages Notebook"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook contains a few examples of how to use the `MergeAdjacentImages` application from **TubeTK**. First, we will include Python's `os` package as well as `ITK` (Python wrapping). We also set the TubeTK build directory variable `TUBETK_BUILD_DIR`:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If ITK is not installed in your python environment, you need to define the environment variable `ITK_BUILD_DIR` that contains the path to where ITK was built."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We need to find the directory in which TubeTK was build. This is required to find the path to the testing data, and may be also required to find the TubeTK library paths if your python environment does not include it.\n",
    "The environment variable `TubeTK_BUILD_DIR` needs to be defined."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "import numpy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Path for TubeTK libs\n",
    "#Values takend from TubeTK launcher\n",
    "\n",
    "sys.path.append(\"C:/src/TubeTK_Python_ITK/TubeTK-build/lib/\")\n",
    "sys.path.append(\"C:/src/TubeTK_Python_ITK/TubeTK-build/lib/Release\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TubeTK_BUILD_DIR not found!\n",
      "  Set environment variable\n"
     ]
    }
   ],
   "source": [
    "# Setting TubeTK Build Directory\n",
    "\n",
    "TubeTK_BUILD_DIR=None\n",
    "if 'TubeTK_BUILD_DIR' in os.environ:\n",
    "    TubeTK_BUILD_DIR = os.environ['TubeTK_BUILD_DIR']\n",
    "else:\n",
    "    print('TubeTK_BUILD_DIR not found!')\n",
    "    print('  Set environment variable')\n",
    "    os.environ[\"TubeTK_BUILD_DIR\"] = \"C:/src/TubeTK_Python_ITK/TubeTK-build\"\n",
    "    TubeTK_BUILD_DIR = os.environ[\"TubeTK_BUILD_DIR\"]\n",
    "    #sys.exit( 1 )\n",
    "    \n",
    "if not os.path.exists(TubeTK_BUILD_DIR):\n",
    "    print('TubeTK_BUILD_DIR set by directory not found!')\n",
    "    print('  TubeTK_BUILD_DIR = ' + TubeTK_BUILD_DIR )\n",
    "    sys.exit(1) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ITK_BUILD_DIR not found!\n",
      "  Set environment variable\n"
     ]
    }
   ],
   "source": [
    "try:\n",
    "    import itk\n",
    "except:\n",
    "    ITK_BUILD_DIR = None\n",
    "    if 'ITK_BUILD_DIR' in os.environ:\n",
    "        ITK_BUILD_DIR = os.environ['ITK_BUILD_DIR']\n",
    "    else:\n",
    "        print('ITK_BUILD_DIR not found!')\n",
    "        print('  Set environment variable')\n",
    "        os.environ[\"ITK_BUILD_DIR\"] = \"C:/src/TubeTK_Python_R/ITK-build\"\n",
    "        ITK_BUILD_DIR = os.environ[\"ITK_BUILD_DIR\"]\n",
    "        #sys.exit( 1 )\n",
    "\n",
    "    if not os.path.exists(ITK_BUILD_DIR):\n",
    "        print('ITK_BUILD_DIR set by directory not found!')\n",
    "        print('  ITK_BUIDL_DIR = ' + ITK_BUILD_DIR )\n",
    "        sys.exit(1)\n",
    "    # Append ITK libs\n",
    "    sys.path.append(\"C:/src/TubeTK_Python_ITK/ITK-build/Wrapping/Generators/Python/Release\")\n",
    "    sys.path.append(\"C:/src/TubeTK_Python_ITK/ITK-build/lib/Release\")\n",
    "    sys.path.append(\"C:/src/TubeTK_Python_ITK/ITK-build/lib\")\n",
    "    \n",
    "    # Append TubeTK libs\n",
    "    sys.path.append(\"C:/src/TubeTK_Python_ITK/TubeTK-build/ITKModules/TubeTKITK-build/Wrapping/Generators/Python/Release\")\n",
    "    import itk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from itk import TubeTKITK as itktube\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import cm\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we load the first input image and show it's origin, spacing, etc.:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Origin:\n",
      "itkPointD2 ([200, 200])\n",
      "Spacing:\n",
      "itkVectorD2 ([1, 1])\n",
      "Direction:\n",
      "<itkMatrixPython.itkMatrixD22; proxy of <Swig Object of type 'itkMatrixD22 *' at 0x000000000C4C1390> >\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[2000D\u001b[KitkImageFileReaderIF2: 0.000000\u001b[2000D\u001b[KitkImageFileReaderIF2: 1.000000\u001b[2000D\u001b[K"
     ]
    }
   ],
   "source": [
    "input_image1 = os.path.join(TubeTK_BUILD_DIR, 'MIDAS_Data\\ES0015_Large.mha')\n",
    "reader0 = itk.ImageFileReader.New(FileName=input_image1)\n",
    "reader0.Update()\n",
    "im0=reader0.GetOutput()\n",
    "print(\"Origin:\")\n",
    "print im0.GetOrigin()\n",
    "print(\"Spacing:\")\n",
    "print im0.GetSpacing()\n",
    "print(\"Direction:\")\n",
    "print im0.GetDirection()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We get the `numpy` array for the image and visualize it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "ImageType=itk.Image[itk.F,2]\n",
    "im_np0 = itk.PyBuffer[ImageType].GetArrayFromImage(im0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0xc709278>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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bqVwuv9E+fetBAiBtPB7fy2L7/V673U7j8diAxWw2a9kwEAhYPwmwRBYJBALWa0ciESWT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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xaa636a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(im_np0, cm.gray)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's do the same for the second image:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Image file path:C:/src/TubeTK_Python_ITK/TubeTK-build\\MIDAS_Data\\ES0015_Large_Wo_offset.mha\n",
      "itkPointD2 ([0, 0])\n",
      "itkVectorD2 ([1, 1])\n",
      "<itkMatrixPython.itkMatrixD22; proxy of <Swig Object of type 'itkMatrixD22 *' at 0x000000000C55C600> >\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[2000D\u001b[KitkImageFileReaderIF2: 0.000000\u001b[2000D\u001b[KitkImageFileReaderIF2: 1.000000\u001b[2000D\u001b[K"
     ]
    }
   ],
   "source": [
    "input_image0 = os.path.join(TubeTK_BUILD_DIR, 'MIDAS_Data\\ES0015_Large_Wo_offset.mha')\n",
    "print(\"Image file path:%s\"%input_image0)\n",
    "reader1 = itk.ImageFileReader.New(FileName=input_image0)\n",
    "reader1.Update()\n",
    "im1=reader1.GetOutput()\n",
    "print im1.GetOrigin()\n",
    "print im1.GetSpacing()\n",
    "print im1.GetDirection()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "im_np1 = itk.PyBuffer[ImageType].GetArrayFromImage(im1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0xca3db00>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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bqVwuv9E+fetBAiBtPB7fy2L7/V673U7j8diAxWw2a9kwEAhYPwmwRBYJBALWa0ciESWT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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xc5625c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(im_np1, cm.gray)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's check if the spacing and direction are compatible:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "im0.GetSpacing() == im1.GetSpacing() and im0.GetDirection() == im1.GetDirection()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see that `im0` and `im1` are in fact compatible, but the origin of `im0` is at (200, 200)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Merging - Example 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this example, we just want to merge our two images (**without registration**). Let's build the command-line arguments (The output image will be written to `/tmp/merged.mha`)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "output_image = os.path.join(TubeTK_BUILD_DIR, 'Temporary\\Python.MergeAdjacentImages-Ex1.mha')\n",
    "cmd = [os.path.join(TubeTK_BUILD_DIR, 'bin\\Release\\MergeAdjacentImages'),\n",
    "       '-i', '0', # Number of iterations ... here i=0, which means no registration,\n",
    "       input_image0, # First image to merge\n",
    "       input_image1, # Second image to merge\n",
    "       output_image\n",
    "      ]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's execute that command (via the `subprocess` module):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import subprocess\n",
    "subprocess.call(cmd)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "... and check if the output image `/tmp/merged.mha` was actually written to disk:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "True\n"
     ]
    }
   ],
   "source": [
    "print os.path.exists(output_image)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We are now ready to visualize the result:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "itkPointD2 ([0, 0])\n",
      "itkVectorD2 ([1, 1])\n",
      "itkSize2 ([712, 712])\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[2000D\u001b[KitkImageFileReaderIF2: 0.000000\u001b[2000D\u001b[KitkImageFileReaderIF2: 1.000000\u001b[2000D\u001b[K"
     ]
    }
   ],
   "source": [
    "output_reader = itk.ImageFileReader.New(FileName=output_image)\n",
    "output_reader.Update()\n",
    "out_im=output_reader.GetOutput()\n",
    "print out_im.GetOrigin()\n",
    "print out_im.GetSpacing()\n",
    "print out_im.GetLargestPossibleRegion().GetSize()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0xcc976d8>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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cRwEHAgoYDAZqt9vK5XImaVJHgTnJnZT4CmDYu92unUvBwgIeY0XHhVoul1Wv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CTvIiAiD5UBoKuN7L5porq6ukq7NpKTHV1gQaiNjIzE8+fPM9CU/Stlf0qr1cr/d59IfL1eLwlI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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xc924860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(itk.PyBuffer[ImageType].GetArrayFromImage(out_im), cm.gray)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see that the output image is larger by 212 pixel in both dimensions, since the second image's origin was at (200, 200) and the\n",
    "image size of both images was 512 times 512 pixel."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Merging - Example 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also add some padding (e.g., 50 pixel on each side). For that we modify `cmd` as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "output_image = os.path.join(TubeTK_BUILD_DIR, 'Temporary/Python.MergeAdjacentImages-Ex2.mha')\n",
    "\n",
    "cmd1 = [os.path.join(TubeTK_BUILD_DIR, 'bin/Release/MergeAdjacentImages'),\n",
    "       '-i','0', # Number of iterations ... here i=0, which means no registration,\n",
    "       '-b','50,50', # This adds a white border around the second image (50 pixel each side)\n",
    "       input_image0,\n",
    "       input_image1,\n",
    "       output_image\n",
    "      ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "subprocess.call(cmd1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[2000D\u001b[KitkImageFileReaderIF2: 0.000000\u001b[2000D\u001b[KitkImageFileReaderIF2: 1.000000\u001b[2000D\u001b[K"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0xcedf278>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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zoPTRdM7p6dOnhiUg2rq6urLDyN/49C2yauZu+ApIn4FB60C649e3+J3AqJfB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W7fvq10Oq1CoaBYLKadnR1lMhm7VkyRCChgN9DAEarxPc45C7JIAwhelB1gKZQ6EAsJNDBCyZQQ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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xcdb17b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "reader=itk.ImageFileReader.New(FileName=output_image)\n",
    "reader.Update()\n",
    "plt.imshow(itk.PyBuffer[ImageType].GetArrayFromImage(reader.GetOutput()), cm.gray)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Merging - Example 3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's do the same example **WITH** rigid registration."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "output_image = os.path.join(TubeTK_BUILD_DIR, 'Temporary/Python.MergeAdjacentImages-Ex3.mha')\n",
    "\n",
    "cmd = [os.path.join(TubeTK_BUILD_DIR, 'bin/Release/MergeAdjacentImages'),\n",
    "       input_image1,\n",
    "       input_image0,\n",
    "       output_image\n",
    "      ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "subprocess.call(cmd)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[2000D\u001b[KitkImageFileReaderIF2: 0.000000\u001b[2000D\u001b[KitkImageFileReaderIF2: 1.000000\u001b[2000D\u001b[K"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0xcfa20f0>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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PAg4EFDAYDNRut5XL5UzSpI4Cc5I7KfEVwLB3u107l4KFBTzGio4LtVwuq16v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\nEAMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xcd96860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "reader=itk.ImageFileReader.New(FileName=output_image)\n",
    "reader.Update()\n",
    "plt.imshow(itk.PyBuffer[ImageType].GetArrayFromImage(reader.GetOutput()), cm.gray)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
